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Learning and sharing about machine learning, generative AI, and agentic systems.

From Generative AI to Agentic Systems: How We Got Here and Where We Are in 2026

A technical walkthrough of the ideas, inflection points, and open challenges that carried AI from static text generators to autonomous agents, from ChatGPT's launch in 2022 to the agentic stacks of 2026.

35 min read · May 11, 2026

2026 · llm agents rag mcp reasoning agentic-ai generative-ai · research
Data Quality in the Age of LLMs: A Comprehensive Survey of Synthetic Data Generation

A survey-style blog post covering definitions, risks, current research, and open challenges in data quality for large language model training and fine-tuning.

43 min read · April 10, 2026

2026 · data-quality llms synthetic-data machine-learning nlp · research
Understanding Attention from the Bottom Up

A researcher's journey from RNN bottlenecks to FlashAttention-3 — with runnable code at every step.

44 min read · March 11, 2025

2025 · attention transformers deep-learning nlp · research